Associations

[Only including dataset "female players'dataAnalysis"] Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (approximating how much the elements on the left PROVIDE INFORMATION on elements in the row). Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.

Associations

[Only including dataset "None"] Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (approximating how much the elements on the left PROVIDE INFORMATION on elements in the row). Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.

Name

MISSING:

---

1

<1%

-

Risa Shimizu

1

<1%

-

Mackenzie Arnold

1

<1%

-

Mallory Pugh

1

<1%

-

Mayu Ikejiri

1

<1%

-

Zhai Qingwei

1

<1%

-

Danique Kerkdijk

1

<1%

-

Gu Yasha

1

<1%

-

Emily Gielnik

1

<1%

-

Fridolina Rolfö

1

<1%

-

Victoria Pelova

1

<1%

-

Kathrin Hendrich

1

<1%

-

Maegan Kelly

1

<1%

-

Keira Walsh

1

<1%

-

Janine Beckie

1

<1%

-

Ali Riley

1

<1%

-

Kenti Robles

1

<1%

-

Diana García

1

<1%

-

Emily van Egmond

1

<1%

-

Jill Roord

1

<1%

-

Lucía García

1

<1%

-

Amanda Sampedro

1

<1%

-

Elise Kellond-Knight

1

<1%

-

Stefanie van der Gragt

1

<1%

-

Palomy Bastos

1

<1%

-

Crystal Dunn

1

<1%

-

Adrianna Franch

1

<1%

-

Amanda Ilestedt

1

<1%

-

Tobin Heath

1

<1%

-

Chloe Kelly

1

<1%

-

Sophie Howard

1

<1%

-

Emelyne Laurent

1

<1%

-

Millie Bright

1

<1%

-

Alexia Putellas

1

<1%

-

Sjoeke Nüsken

1

<1%

-

Ivana Andrés

1

<1%

-

Rosie White

1

<1%

-

Wendie Renard

1

<1%

-

Vivianne Miedema

1

<1%

-

Maren Mjelde

1

<1%

-

Becky Redela

1

<1%

-

Marisa van der Meer

1

<1%

-

Demi Stokes

1

<1%

-

Niccole Cintra

1

<1%

-

Kailen Sheridan

1

<1%

-

Lindsey Horan

1

<1%

-

Caroline Weir

1

<1%

-

Rose Lavelle

1

<1%

-

Kadidiatou Diani

1

<1%

-

Montserrat Hernández

1

<1%

-

Sophie Schmidt

1

<1%

-

Lindsay Agnew

1

<1%

-

Andi Sullivan

1

<1%

-

Bethany England

1

<1%

-

Georgia Stanway

1

<1%

-

Alicia Cervantes

1

<1%

-

Synne Jensen

1

<1%

-

Lieke Martens

1

<1%

-

Emanuelly Barni

1

<1%

-

Marion Torrent

1

<1%

-

Steph Skilton

308

84%

-

(Other)

tname

MISSING:

---

1

<1%

-

లినెత్ బీరెన్ స్టెయిన్

1

<1%

-

మన ఇవాబుచీ

1

<1%

-

ఫియోనా బ్రౌన్

1

<1%

-

జో టోకాండిన్స్

1

<1%

-

జెనిఫర్ మార్జ్సన్

1

<1%

-

టెరే అబెల్లెయిరా

1

<1%

-

మేరీ కాటోటో

1

<1%

-

లిడియా విలియమ్స్

1

<1%

-

అనియెక్ నౌవెన్

1

<1%

-

జోడీ టేలర్

1

<1%

-

జాకీ గ్రోనెన్

1

<1%

-

సిసిలియా శాంటియాగో

1

<1%

-

సోఫియా జాకోబ్సన్

1

<1%

-

సారా డెబ్రిట్జ్

1

<1%

-

గురో పెట్టర్సెన్

1

<1%

-

సాండ్రా స్టార్కే

1

<1%

-

పైజ్ సాట్చెల్

1

<1%

-

లిసా ఎవాన్స్

1

<1%

-

మారెన్ మ్జెల్డే

1

<1%

-

బెక్కి రెడెలా

1

<1%

-

జండిన్హా కెనెడీ

1

<1%

-

అన్నాలీ లాంగో

1

<1%

-

మరియా థోరిస్డోటిర్

1

<1%

-

రోజ్ లావెల్లే

1

<1%

-

ఫ్రిడా ఎల్. మానుమ్

1

<1%

-

శారీ వాన్ వీనెండాల్

1

<1%

-

క్లారా బోహ్ల్

1

<1%

-

అలెగ్జాండ్రా పాప్

1

<1%

-

బియాంకా సియెర్రా

1

<1%

-

సెసిల్ సెండెలా

1

<1%

-

మారియానా

1

<1%

-

కరోలిన్ గ్రాహం హాన్సెన్

1

<1%

-

కాట్టి మార్టినెజ్

1

<1%

-

నహీకారీ

1

<1%

-

అలెక్స్ మోర్గాన్

1

<1%

-

ఆయక యమషిత

1

<1%

-

మిసా

1

<1%

-

కేసీ షార్ట్

1

<1%

-

క్లో కెల్లీ

1

<1%

-

ఫాబియెన్ డోండస్

1

<1%

-

సిజె బాట్

1

<1%

-

సారా బౌహడ్డీ

1

<1%

-

బెక్కి సౌడెరా

1

<1%

-

లానా క్లెల్లాండ్

1

<1%

-

షానన్ లిన్

1

<1%

-

లిన్ విల్మ్స్

1

<1%

-

లిసా-మేరీ ఉత్లాండ్

1

<1%

-

మోకా మినామి

1

<1%

-

ఓలేమాటా సార్

1

<1%

-

రికాకో కొబయాషి

1

<1%

-

కరీనా సావిక్

1

<1%

-

ఎమ్మా కేట్

1

<1%

-

మోనికా ఫ్లోరెస్

1

<1%

-

వాంగ్ షువాంగ్

1

<1%

-

డానియేలా ఎస్పినోసా

1

<1%

-

హన్నా గ్లాస్

1

<1%

-

డెమీ స్టోక్స్

1

<1%

-

లీలా ఔహాబీ

1

<1%

-

మాయు ఇకేజిరి

1

<1%

-

అమాలీ ఐకెలాండ్

308

84%

-

(Other)

Nation

MISSING:

---

TOP CATEGORIES

New Zealand

23

6%

Australia

23

6%

Brazil

23

6%

France

23

6%

Norway

23

6%

Sweden

23

6%

China PR

23

6%

England

23

6%

Scotland

23

6%

Netherlands

23

6%

Japan

23

6%

United States

23

6%

Canada

23

6%

Spain

23

6%

Mexico

23

6%

Germany

23

6%

ALL

368

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Nation
PROVIDES INFORMATION ON...

tnation

1.00

positions1

0.28

tpositions1

0.28

Height

0.22

Weight

0.18

position

0.12

position1

0.12

tposition1

0.12

preferred_foot

0.05

tpreferred_foot

0.05

THESE FEATURES
GIVE INFORMATION
ON Nation:

tnation

1.00

positions1

0.38

tpositions1

0.38

Height

0.25

Weight

0.20

position

0.09

position1

0.09

tposition1

0.09

preferred_foot

0.01

tpreferred_foot

0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Nation
CORRELATION RATIO WITH...

reactions

0.53

age

0.47

strength

0.34

composure

0.33

agression

0.29

shot_power

0.28

sid

0.27

long_pass

0.25

jumping

0.24

penalities

0.23

balance

0.22

curve

0.21

volleys

0.21

fk_acc

0.21

tnation

MISSING:

---

TOP CATEGORIES

కెనడా

23

6%

చైనా పి ఆర్

23

6%

నెదర్లాండ్స్

23

6%

మెక్సికో

23

6%

బ్రెజిల్

23

6%

యునైటెడ్ స్టేట్స్

23

6%

స్కాట్లాండ్

23

6%

జపాన్

23

6%

నార్వే

23

6%

స్వీడన్

23

6%

ఇంగ్లాండ్

23

6%

ఫ్రాన్స్

23

6%

స్పెయిన్

23

6%

జర్మనీ

23

6%

న్యూజిలాండ్

23

6%

ఆస్ట్రేలియా

22

6%

ఆస్ట్రేలియా

1

<1%

ALL

368

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

tnation
PROVIDES INFORMATION ON...

Nation

1.00

positions1

0.29

tpositions1

0.29

Height

0.22

Weight

0.19

position

0.12

position1

0.12

tposition1

0.12

preferred_foot

0.05

tpreferred_foot

0.05

THESE FEATURES
GIVE INFORMATION
ON tnation:

Nation

1.00

positions1

0.38

tpositions1

0.38

Height

0.25

Weight

0.21

position

0.09

position1

0.09

tposition1

0.09

preferred_foot

0.01

tpreferred_foot

0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

tnation
CORRELATION RATIO WITH...

reactions

0.53

age

0.48

strength

0.34

composure

0.33

agression

0.30

shot_power

0.29

sid

0.28

jumping

0.25

long_pass

0.25

penalities

0.23

balance

0.22

curve

0.21

fk_acc

0.21

volleys

0.21

Height

MISSING:

---

TOP CATEGORIES

165 cm

34

9%

170 cm

33

9%

173 cm

23

6%

175 cm

23

6%

160 cm

20

5%

164 cm

20

5%

172 cm

19

5%

168 cm

19

5%

163 cm

18

5%

174 cm

17

5%

166 cm

17

5%

171 cm

16

4%

167 cm

12

3%

169 cm

11

3%

161 cm

10

3%

162 cm

9

2%

158 cm

8

2%

(Other)

59

16%

ALL

368

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Height
PROVIDES INFORMATION ON...

positions1

0.40

tpositions1

0.40

Weight

0.33

position

0.30

position1

0.30

tposition1

0.30

tnation

0.25

Nation

0.25

preferred_foot

0.12

tpreferred_foot

0.12

THESE FEATURES
GIVE INFORMATION
ON Height:

positions1

0.47

tpositions1

0.47

Weight

0.33

tnation

0.22

Nation

0.22

position

0.20

position1

0.20

tposition1

0.20

preferred_foot

0.02

tpreferred_foot

0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Height
CORRELATION RATIO WITH...

balance

0.65

strength

0.48

GK_Diving

0.47

agility

0.47

acceleration

0.47

GK_Positioning

0.47

GK_Reflexes

0.46

GK_Handling

0.46

GK_Kicking

0.45

sprint_speed

0.44

driblling

0.43

ball_control

0.43

crossing

0.41

short_pass

0.40

Weight

MISSING:

---

TOP CATEGORIES

60 kg

37

10%

65 kg

30

8%

58 kg

25

7%

55 kg

24

7%

59 kg

24

7%

63 kg

22

6%

62 kg

21

6%

64 kg

20

5%

67 kg

17

5%

56 kg

16

4%

68 kg

15

4%

57 kg

15

4%

53 kg

14

4%

61 kg

12

3%

70 kg

12

3%

66 kg

12

3%

54 kg

12

3%

(Other)

40

11%

ALL

368

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Weight
PROVIDES INFORMATION ON...

positions1

0.36

tpositions1

0.36

Height

0.33

position

0.28

position1

0.28

tposition1

0.28

tnation

0.21

Nation

0.20

preferred_foot

0.08

tpreferred_foot

0.08

THESE FEATURES
GIVE INFORMATION
ON Weight:

positions1

0.43

tpositions1

0.43

Height

0.33

position

0.19

position1

0.19

tposition1

0.19

tnation

0.19

Nation

0.18

preferred_foot

0.01

tpreferred_foot

0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Weight
CORRELATION RATIO WITH...

balance

0.56

agility

0.47

GK_Diving

0.46

GK_Reflexes

0.46

GK_Handling

0.46

GK_Positioning

0.45

GK_Kicking

0.45

acceleration

0.45

att_position

0.44

ball_control

0.44

sprint_speed

0.44

crossing

0.44

driblling

0.44

short_pass

0.42

preferred_foot

MISSING:

---

TOP CATEGORIES

Right

297

81%

Left

71

19%

ALL

368

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

preferred_foot
PROVIDES INFORMATION ON...

tpreferred_foot

1.00

positions1

0.06

tpositions1

0.06

position

0.04

position1

0.04

tposition1

0.04

Height

0.02

Weight

0.01

tnation

0.01

Nation

0.01

THESE FEATURES
GIVE INFORMATION
ON preferred_foot:

tpreferred_foot

1.00

positions1

0.48

tpositions1

0.48

position

0.16

position1

0.16

tposition1

0.16

Height

0.12

Weight

0.08

tnation

0.05

Nation

0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

preferred_foot
CORRELATION RATIO WITH...

crossing

0.17

jumping

0.12

strength

0.09

curve

0.08

fk_acc

0.08

agility

0.08

acceleration

0.08

GK_Diving

0.07

shot_power

0.07

balance

0.07

GK_Positioning

0.07

sid

0.07

stand_tackle

0.06

sprint_speed

0.06

tpreferred_foot

MISSING:

---

TOP CATEGORIES

కుడి

297

81%

ఎడమ

71

19%

ALL

368

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

tpreferred_foot
PROVIDES INFORMATION ON...

preferred_foot

1.00

positions1

0.06

tpositions1

0.06

position

0.04

position1

0.04

tposition1

0.04

Height

0.02

Weight

0.01

tnation

0.01

Nation

0.01

THESE FEATURES
GIVE INFORMATION
ON tpreferred_foot:

preferred_foot

1.00

positions1

0.48

tpositions1

0.48

position

0.16

position1

0.16

tposition1

0.16

Height

0.12

Weight

0.08

tnation

0.05

Nation

0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

tpreferred_foot
CORRELATION RATIO WITH...

crossing

0.17

jumping

0.12

strength

0.09

curve

0.08

fk_acc

0.08

agility

0.08

acceleration

0.08

GK_Diving

0.07

shot_power

0.07

balance

0.07

GK_Positioning

0.07

sid

0.07

stand_tackle

0.06

sprint_speed

0.06

dob

MISSING:

---

9

2%

-

February 29, 1992

9

2%

-

February 29, 1988

5

1%

-

February 29, 1984

2

<1%

-

September 19, 1992

2

<1%

-

April 29, 1998

2

<1%

-

August 26, 1995

2

<1%

-

October 2, 1992

2

<1%

-

September 23, 1991

2

<1%

-

September 18, 1989

2

<1%

-

April 17, 1992

2

<1%

-

February 1, 1989

2

<1%

-

January 21, 1995

2

<1%

-

March 31, 1995

2

<1%

-

March 16, 1995

2

<1%

-

April 6, 1992

1

<1%

-

July 16, 1999

1

<1%

-

July 13, 1999

1

<1%

-

December 16, 1992

1

<1%

-

July 7, 1987

1

<1%

-

April 15, 1994

1

<1%

-

March 27, 2002

1

<1%

-

July 20, 1990

1

<1%

-

August 23, 1990

1

<1%

-

December 6, 1985

1

<1%

-

June 7, 1999

1

<1%

-

July 1, 1991

1

<1%

-

July 13, 1995

1

<1%

-

August 20, 1994

1

<1%

-

October 27, 1994

1

<1%

-

February 4, 1994

1

<1%

-

December 7, 1989

1

<1%

-

August 30, 2001

1

<1%

-

January 25, 1993

1

<1%

-

January 30, 1992

1

<1%

-

October 14, 1992

1

<1%

-

May 23, 1992

1

<1%

-

May 9, 1995

1

<1%

-

September 28, 1989

1

<1%

-

September 5, 1994

1

<1%

-

January 17, 1995

1

<1%

-

May 18, 1989

1

<1%

-

April 28, 2000

1

<1%

-

February 28, 1992

1

<1%

-

December 1, 1995

1

<1%

-

August 4, 1988

1

<1%

-

January 25, 1989

1

<1%

-

December 5, 1995

1

<1%

-

September 24, 1996

1

<1%

-

July 31, 1991

1

<1%

-

January 31, 2002

1

<1%

-

November 14, 1996

1

<1%

-

April 9, 1994

1

<1%

-

March 8, 1994

1

<1%

-

May 6, 1991

1

<1%

-

January 15, 1998

1

<1%

-

October 28, 1991

1

<1%

-

August 6, 1996

1

<1%

-

December 31, 1996

1

<1%

-

August 4, 1990

1

<1%

-

December 12, 1991

276

75%

-

(Other)

tdob

MISSING:

---

9

2%

-

ఫిబ్రవరి 29, 1988

9

2%

-

ఫిబ్రవరి 29, 1992

5

1%

-

ఫిబ్రవరి 29, 1984

2

<1%

-

జనవరి 21, 1995

2

<1%

-

మార్చి 31, 1995

2

<1%

-

ఏప్రిల్ 29, 1998

2

<1%

-

ఏప్రిల్ 6, 1992

2

<1%

-

మార్చి 16, 1995

2

<1%

-

సెప్టెంబర్ 18, 1989

2

<1%

-

అక్టోబర్ 2, 1992

2

<1%

-

ఆగష్టు 26, 1995

2

<1%

-

ఏప్రిల్ 17, 1992

2

<1%

-

ఫిబ్రవరి 1, 1989

2

<1%

-

సెప్టెంబర్ 23, 1991

2

<1%

-

సెప్టెంబర్ 19, 1992

1

<1%

-

అక్టోబర్ 16, 2002

1

<1%

-

జూన్ 20, 1995

1

<1%

-

ఆగష్టు 7, 2000

1

<1%

-

ఏప్రిల్ 29, 1983

1

<1%

-

ఫిబ్రవరి 19, 1995

1

<1%

-

జూన్ 6, 1993

1

<1%

-

డిసెంబర్ 7, 1989

1

<1%

-

ఆగష్టు 30, 2001

1

<1%

-

అక్టోబర్ 17, 1986

1

<1%

-

నవంబర్ 1, 1998

1

<1%

-

మార్చి 6, 1991

1

<1%

-

జూన్ 3, 1999

1

<1%

-

జూన్ 3, 1994

1

<1%

-

మార్చి 1, 1998

1

<1%

-

సెప్టెంబర్ 17, 1993

1

<1%

-

అక్టోబర్ 14, 1992

1

<1%

-

అక్టోబర్ 19, 1985

1

<1%

-

జూలై 19, 1990

1

<1%

-

ఏప్రిల్ 9, 1994

1

<1%

-

మే 12, 1998

1

<1%

-

డిసెంబర్ 6, 1985

1

<1%

-

జూలై 5, 1985

1

<1%

-

ఫిబ్రవరి 15, 1995

1

<1%

-

మార్చి 9, 1999

1

<1%

-

మే 24, 2000

1

<1%

-

మే 6, 1991

1

<1%

-

నవంబర్ 25, 1993

1

<1%

-

జూలై 28, 1998

1

<1%

-

ఫిబ్రవరి 11, 1993

1

<1%

-

సెప్టెంబర్ 29, 1995

1

<1%

-

జూన్ 25, 1992

1

<1%

-

జనవరి 17, 1993

1

<1%

-

మార్చి 8, 1994

1

<1%

-

జూలై 28, 1984

1

<1%

-

జూలై 1, 1991

1

<1%

-

ఫిబ్రవరి 20, 1996

1

<1%

-

జూన్ 15, 1996

1

<1%

-

ఏప్రిల్ 28, 1994

1

<1%

-

జనవరి 15, 1998

1

<1%

-

మే 1, 1996

1

<1%

-

జూన్ 26, 1999

1

<1%

-

ఏప్రిల్ 6, 1991

1

<1%

-

ఫిబ్రవరి 25, 1994

1

<1%

-

జనవరి 22, 2001

1

<1%

-

ఫిబ్రవరి 11, 1998

276

75%

-

(Other)

age

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

reactions

0.34

strength

0.23

agression

0.19

GK_Diving

0.15

GK_Reflexes

0.14

balance

-0.14

GK_Handling

0.14

GK_Kicking

0.13

acceleration

-0.13

GK_Positioning

0.13

jumping

0.13

composure

0.12

sprint_speed

-0.11

shot_power

0.11

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

tnation

0.48

Nation

0.47

positions1

0.43

tpositions1

0.43

Height

0.37

Weight

0.35

position

0.27

position1

0.27

tposition1

0.27

preferred_foot

0.01

tpreferred_foot

0.01

MOST FREQUENT VALUES

29

39

10.6%

25

38

10.3%

28

36

9.8%

26

36

9.8%

27

32

8.7%

30

27

7.3%

23

22

6.0%

24

22

6.0%

33

19

5.2%

31

18

4.9%

21

13

3.5%

32

13

3.5%

22

12

3.3%

37

7

1.9%

20

7

1.9%

SMALLEST VALUES

18

1

0.3%

19

5

1.4%

20

7

1.9%

21

13

3.5%

22

12

3.3%

23

22

6.0%

24

22

6.0%

25

38

10.3%

26

36

9.8%

27

32

8.7%

28

36

9.8%

29

39

10.6%

30

27

7.3%

31

18

4.9%

32

13

3.5%

LARGEST VALUES

38

3

0.8%

37

7

1.9%

36

6

1.6%

35

7

1.9%

34

5

1.4%

33

19

5.2%

32

13

3.5%

31

18

4.9%

30

27

7.3%

29

39

10.6%

28

36

9.8%

27

32

8.7%

26

36

9.8%

25

38

10.3%

24

22

6.0%

positions

MISSING:

---

45

12%

-

GK

39

11%

-

CB

26

7%

-

ST

12

3%

-

CDMCM

12

3%

-

LB

11

3%

-

CMCDM

10

3%

-

RB

9

2%

-

CAMCM

8

2%

-

RMLM

6

2%

-

CM

6

2%

-

LBCB

6

2%

-

CMCAM

5

1%

-

STLW

5

1%

-

LM

5

1%

-

RBLB

5

1%

-

CBRB

5

1%

-

LBRB

4

1%

-

CBCDM

4

1%

-

RBCB

4

1%

-

STRM

3

<1%

-

RM

3

<1%

-

RMRW

3

<1%

-

STCAM

3

<1%

-

STRMLM

3

<1%

-

CMCDMCAM

3

<1%

-

CDMCB

3

<1%

-

STLM

3

<1%

-

CBLB

3

<1%

-

LBLM

3

<1%

-

LWLM

3

<1%

-

LMRM

3

<1%

-

STRW

2

<1%

-

CMCAMCDM

2

<1%

-

RWSTRB

2

<1%

-

STRMCAM

2

<1%

-

LBLWB

2

<1%

-

CMRM

2

<1%

-

RMST

2

<1%

-

RWLWST

2

<1%

-

RMCAMST

2

<1%

-

CBRBLB

2

<1%

-

LMLW

2

<1%

-

CMST

2

<1%

-

RMCM

2

<1%

-

LMRMCM

2

<1%

-

CAMLMRM

2

<1%

-

CDM

2

<1%

-

LMLB

2

<1%

-

LBRBCB

2

<1%

-

RBCM

2

<1%

-

LWRW

2

<1%

-

CMCDMCB

1

<1%

-

RWRM

1

<1%

-

RBLBCB

1

<1%

-

LMSTRM

1

<1%

-

CAMLMCM

1

<1%

-

RMSTRW

1

<1%

-

STLWRW

1

<1%

-

RWSTLW

1

<1%

-

STCAMCF

57

15%

-

(Other)

positions1

MISSING:

---

TOP CATEGORIES

Goal Keeper

45

12%

Corner back

39

11%

Striker

26

7%

Central Defensive Mid Fielder,Central Mid Fielder

23

6%

Central Mid Fielder,Central Attacking Mid Fielder

15

4%

Line backer

12

3%

Right Mid Fielder,Left Mid Fielder

11

3%

Running back

10

3%

Running back,Line backer

10

3%

Running back,Corner back

9

2%

Line backer,Corner back

9

2%

Central Defensive Mid Fielder,Corner back

7

2%

Central Mid Fielder

6

2%

Right Mid Fielder,Striker

6

2%

Left Winger,Striker

5

1%

Left Mid Fielder

5

1%

Right Mid Fielder,Central Attacking Mid Fielder,Striker

5

1%

(Other)

125

34%

ALL

368

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

positions1
PROVIDES INFORMATION ON...

tpositions1

1.00

position

0.60

position1

0.60

tposition1

0.60

preferred_foot

0.48

tpreferred_foot

0.48

Height

0.47

Weight

0.43

tnation

0.38

Nation

0.38

THESE FEATURES
GIVE INFORMATION
ON positions1:

tpositions1

1.00

Height

0.40

Weight

0.36

position

0.33

position1

0.33

tposition1

0.33

tnation

0.29

Nation

0.28

preferred_foot

0.06

tpreferred_foot

0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
CORRELATION RATIO WITH...

GK_Reflexes

0.99

GK_Diving

0.99

GK_Positioning

0.99

GK_Kicking

0.99

GK_Handling

0.99

stand_tackle

0.95

ball_control

0.95

slide_tackle

0.94

marking

0.93

Interception

0.93

driblling

0.93

att_position

0.92

finishing

0.92

heading

0.91

tpositions1

MISSING:

---

TOP CATEGORIES

గోల్ కీపర్

45

12%

కార్నర్ బ్యాక్

39

11%

స్ట్రైకర్

26

7%

సెంట్రల్ డిఫెన్సివ్ మిడ్ ఫీల్డర్, సెంట్రల్ మిడ్ ఫీల్డర్

23

6%

సెంట్రల్ మిడ్ ఫీల్డర్, సెంట్రల్ అటాకింగ్ మిడ్ ఫీల్డర్

15

4%

లైన్ బ్యాకర్

12

3%

రైట్ మిడ్ ఫీల్డర్, లెఫ్ట్ మిడ్ ఫీల్డర్

11

3%

రన్నింగ్ బ్యాక్

10

3%

రన్నింగ్ బ్యాక్, లైన్ బ్యాకర్

10

3%

లైన్ బ్యాకర్, కార్నర్ బ్యాక్

9

2%

రన్నింగ్ బ్యాక్, కార్నర్ బ్యాక్

9

2%

సెంట్రల్ డిఫెన్సివ్ మిడ్ ఫీల్డర్, కార్నర్ బ్యాక్

7

2%

సెంట్రల్ మిడ్ ఫీల్డర్

6

2%

రైట్ మిడ్ ఫీల్డర్, స్ట్రైకర్

6

2%

రైట్ మిడ్ ఫీల్డర్, లెఫ్ట్ మిడ్ ఫీల్డర్, స్ట్రైకర్

5

1%

రైట్ మిడ్ ఫీల్డర్, సెంట్రల్ అటాకింగ్ మిడ్ ఫీల్డర్, స్ట్రైకర్

5

1%

లైన్ బ్యాకర్, లెఫ్ట్ మిడ్ ఫీల్డర్

5

1%

(Other)

125

34%

ALL

368

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

tpositions1
PROVIDES INFORMATION ON...

positions1

1.00

position

0.60

position1

0.60

tposition1

0.60

preferred_foot

0.48

tpreferred_foot

0.48

Height

0.47

Weight

0.43

tnation

0.38

Nation

0.38

THESE FEATURES
GIVE INFORMATION
ON tpositions1:

positions1

1.00

Height

0.40

Weight

0.36

position

0.33

position1

0.33

tposition1

0.33

tnation

0.29

Nation

0.28

preferred_foot

0.06

tpreferred_foot

0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

tpositions1
CORRELATION RATIO WITH...

GK_Reflexes

0.99

GK_Diving

0.99

GK_Positioning

0.99

GK_Kicking

0.99

GK_Handling

0.99

stand_tackle

0.95

ball_control

0.95

slide_tackle

0.94

marking

0.93

Interception

0.93

driblling

0.93

att_position

0.92

finishing

0.92

heading

0.91

position

MISSING:

---

TOP CATEGORIES

Sub

192

52%

RCB

17

5%

GK

16

4%

RB

15

4%

LCB

15

4%

LB

15

4%

ST

12

3%

RCM

11

3%

LCM

11

3%

LM

9

2%

RM

9

2%

CAM

7

2%

LW

5

1%

LDM

5

1%

RDM

5

1%

RW

5

1%

LS

4

1%

(Other)

15

4%

ALL

368

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

position
PROVIDES INFORMATION ON...

position1

1.00

tposition1

1.00

positions1

0.33

tpositions1

0.33

Height

0.20

Weight

0.19

preferred_foot

0.16

tpreferred_foot

0.16

tnation

0.09

Nation

0.09

THESE FEATURES
GIVE INFORMATION
ON position:

position1

1.00

tposition1

1.00

positions1

0.60

tpositions1

0.60

Height

0.30

Weight

0.28

tnation

0.12

Nation

0.12

preferred_foot

0.04

tpreferred_foot

0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

position
CORRELATION RATIO WITH...

stand_tackle

0.67

slide_tackle

0.64

short_pass

0.64

GK_Diving

0.64

GK_Reflexes

0.64

Interception

0.63

GK_Positioning

0.63

ball_control

0.62

marking

0.62

GK_Kicking

0.62

GK_Handling

0.62

heading

0.62

long_pass

0.61

finishing

0.61

position1

MISSING:

---

TOP CATEGORIES

Substitute

192

52%

Right Corner back

17

5%

Goal Keeper

16

4%

Left Corner back

15

4%

Running back

15

4%

Line backer

15

4%

Striker

12

3%

Left Centre Mid Fielder

11

3%

Right Centre Mid Fielder

11

3%

Right Mid Fielder

9

2%

Left Mid Fielder

9

2%

Central Attacking Mid Fielder

7

2%

Left Defensive Mid Fielder

5

1%

Left Winger

5

1%

Right Winger

5

1%

Right Defensive Mid Fielder

5

1%

Long snapper

4

1%

(Other)

15

4%

ALL

368

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

position1
PROVIDES INFORMATION ON...

position

1.00

tposition1

1.00

positions1

0.33

tpositions1

0.33

Height

0.20

Weight

0.19

preferred_foot

0.16

tpreferred_foot

0.16

tnation

0.09

Nation

0.09

THESE FEATURES
GIVE INFORMATION
ON position1:

position

1.00

tposition1

1.00

positions1

0.60

tpositions1

0.60

Height

0.30

Weight

0.28

tnation

0.12

Nation

0.12

preferred_foot

0.04

tpreferred_foot

0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

position1
CORRELATION RATIO WITH...

stand_tackle

0.67

slide_tackle

0.64

short_pass

0.64

GK_Diving

0.64

GK_Reflexes

0.64

Interception

0.63

GK_Positioning

0.63

ball_control

0.62

marking

0.62

GK_Kicking

0.62

GK_Handling

0.62

heading

0.62

long_pass

0.61

finishing

0.61

tposition1

MISSING:

---

TOP CATEGORIES

సబ్స్టిట్యూట్

192

52%

రైట్ కార్నర్ బ్యాక్

17

5%

గోల్ కీపర్

16

4%

లైన్ బ్యాకర్

15

4%

రన్నింగ్ బ్యాక్

15

4%

లెఫ్ట్ కార్నర్ బ్యాక్

15

4%

స్ట్రైకర్

12

3%

లెఫ్ట్ సెంటర్ మిడ్ ఫీల్డర్

11

3%

రైట్ సెంటర్ మిడ్ ఫీల్డర్

11

3%

రైట్ మిడ్ ఫీల్డర్

9

2%

లెఫ్ట్ మిడ్ ఫీల్డర్

9

2%

సెంట్రల్ అటాకింగ్ మిడ్ ఫీల్డర్

7

2%

లెఫ్ట్ డిఫెన్సివ్ మిడ్ ఫీల్డర్

5

1%

రైట్ డిఫెన్సివ్ మిడ్ ఫీల్డర్

5

1%

రైట్ వింగర్

5

1%

లెఫ్ట్ వింగర్

5

1%

లాంగ్ స్నాపర్

4

1%

(Other)

15

4%

ALL

368

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

tposition1
PROVIDES INFORMATION ON...

position

1.00

position1

1.00

positions1

0.33

tpositions1

0.33

Height

0.20

Weight

0.19

preferred_foot

0.16

tpreferred_foot

0.16

tnation

0.09

Nation

0.09

THESE FEATURES
GIVE INFORMATION
ON tposition1:

position

1.00

position1

1.00

positions1

0.60

tpositions1

0.60

Height

0.30

Weight

0.28

tnation

0.12

Nation

0.12

preferred_foot

0.04

tpreferred_foot

0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

tposition1
CORRELATION RATIO WITH...

stand_tackle

0.67

slide_tackle

0.64

short_pass

0.64

GK_Diving

0.64

GK_Reflexes

0.64

Interception

0.63

GK_Positioning

0.63

ball_control

0.62

marking

0.62

GK_Kicking

0.62

GK_Handling

0.62

heading

0.62

long_pass

0.61

finishing

0.61

kit_no

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

marking

-0.24

stand_tackle

-0.24

slide_tackle

-0.23

Interception

-0.23

agression

-0.16

strength

-0.15

finishing

0.15

att_position

0.14

reactions

-0.14

volleys

0.12

long_shots

0.11

jumping

-0.09

balance

0.09

shot_power

0.09

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

position

0.50

position1

0.50

tposition1

0.50

positions1

0.45

tpositions1

0.45

Height

0.32

Weight

0.23

tnation

0.20

Nation

0.19

preferred_foot

0.04

tpreferred_foot

0.04

MOST FREQUENT VALUES

1

16

4.3%

11

16

4.3%

22

16

4.3%

20

16

4.3%

19

16

4.3%

18

16

4.3%

16

4.3%

2

16

4.3%

13

16

4.3%

12

16

4.3%

14

16

4.3%

10

16

4.3%

9

16

4.3%

8

16

4.3%

7

16

4.3%

SMALLEST VALUES

1

16

4.3%

2

16

4.3%

3

15

4.1%

4

16

4.3%

5

16

4.3%

6

16

4.3%

7

16

4.3%

8

16

4.3%

9

16

4.3%

10

16

4.3%

11

16

4.3%

12

16

4.3%

13

16

4.3%

14

16

4.3%

15

4.1%

LARGEST VALUES

98

1

0.3%

97

1

0.3%

26

1

0.3%

25

2

0.5%

23

15

4.1%

22

16

4.3%

21

15

4.1%

20

16

4.3%

19

16

4.3%

18

16

4.3%

17

15

4.1%

16

4.3%

15

4.1%

14

16

4.3%

13

16

4.3%

ball_control

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

short_pass

0.92

driblling

0.91

GK_Diving

-0.89

GK_Reflexes

-0.89

GK_Handling

-0.89

GK_Kicking

-0.89

GK_Positioning

-0.89

sprint_speed

0.83

stamina

0.83

acceleration

0.83

att_position

0.83

long_shots

0.80

crossing

0.80

long_pass

0.79

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.95

tpositions1

0.95

position

0.62

position1

0.62

tposition1

0.62

Weight

0.44

Height

0.43

tnation

0.17

Nation

0.17

preferred_foot

0.03

tpreferred_foot

0.03

MOST FREQUENT VALUES

76

22

6.0%

78

22

6.0%

75

19

5.2%

74

18

4.9%

80

17

4.6%

72

16

4.3%

77

16

4.3%

79

15

4.1%

71

12

3.3%

84

11

3.0%

73

11

3.0%

81

11

3.0%

66

11

3.0%

70

10

2.7%

69

9

2.4%

SMALLEST VALUES

9

1

0.3%

10

1

0.3%

11

2

0.5%

12

6

1.6%

13

5

1.4%

14

1

0.3%

15

2

0.5%

17

3

0.8%

18

5

1.4%

19

1

0.3%

20

4

1.1%

22

3

0.8%

24

2

0.5%

25

2

0.5%

28

1

0.3%

LARGEST VALUES

94

2

0.5%

93

1

0.3%

92

1

0.3%

91

1

0.3%

90

3

0.8%

89

2

0.5%

88

9

2.4%

87

5

1.4%

86

8

2.2%

85

6

1.6%

84

11

3.0%

83

7

1.9%

82

7

1.9%

81

11

3.0%

80

17

4.6%

driblling

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

att_position

0.92

ball_control

0.91

long_shots

0.87

finishing

0.87

acceleration

0.84

sprint_speed

0.83

short_pass

0.82

volleys

0.82

crossing

0.81

curve

0.81

penalities

0.80

GK_Diving

-0.80

GK_Positioning

-0.80

GK_Reflexes

-0.80

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.93

tpositions1

0.93

position

0.60

position1

0.60

tposition1

0.60

Weight

0.44

Height

0.43

tnation

0.17

Nation

0.17

preferred_foot

0.06

tpreferred_foot

0.06

MOST FREQUENT VALUES

76

20

5.4%

73

19

5.2%

75

16

4.3%

77

14

3.8%

74

14

3.8%

80

13

3.5%

72

12

3.3%

78

12

3.3%

71

11

3.0%

70

11

3.0%

81

11

3.0%

16

10

2.7%

85

9

2.4%

79

9

2.4%

82

9

2.4%

SMALLEST VALUES

5

1

0.3%

7

1

0.3%

8

3

0.8%

9

2

0.5%

10

4

1.1%

11

4

1.1%

12

1

0.3%

13

4

1.1%

14

5

1.4%

15

2

0.5%

16

10

2.7%

17

3

0.8%

19

3

0.8%

20

1

0.3%

21

1

0.3%

LARGEST VALUES

95

1

0.3%

94

1

0.3%

92

1

0.3%

91

1

0.3%

90

5

1.4%

89

4

1.1%

88

1

0.3%

87

6

1.6%

86

7

1.9%

85

9

2.4%

84

4

1.1%

83

3

0.8%

82

9

2.4%

81

11

3.0%

80

13

3.5%

marking

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

stand_tackle

0.93

slide_tackle

0.93

Interception

0.93

agression

0.78

stamina

0.56

short_pass

0.55

heading

0.53

GK_Reflexes

-0.52

GK_Kicking

-0.52

GK_Positioning

-0.51

GK_Handling

-0.51

GK_Diving

-0.51

long_pass

0.50

strength

0.46

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.93

tpositions1

0.93

position

0.62

position1

0.62

tposition1

0.62

Height

0.38

Weight

0.34

tnation

0.21

Nation

0.21

preferred_foot

0.03

tpreferred_foot

0.03

MOST FREQUENT VALUES

77

12

3.3%

12

3.3%

76

12

3.3%

72

11

3.0%

80

11

3.0%

73

11

3.0%

22

10

2.7%

74

9

2.4%

75

9

2.4%

79

9

2.4%

78

9

2.4%

63

8

2.2%

81

8

2.2%

70

7

1.9%

65

7

1.9%

SMALLEST VALUES

5

3

0.8%

6

2

0.5%

8

2

0.5%

9

3

0.8%

10

2

0.5%

11

6

1.6%

12

3.3%

13

2

0.5%

14

5

1.4%

15

7

1.9%

16

5

1.4%

17

7

1.9%

18

5

1.4%

19

1

0.3%

20

2

0.5%

LARGEST VALUES

94

1

0.3%

91

1

0.3%

90

2

0.5%

89

2

0.5%

87

2

0.5%

86

1

0.3%

85

4

1.1%

84

7

1.9%

83

4

1.1%

82

7

1.9%

81

8

2.2%

80

11

3.0%

79

9

2.4%

78

9

2.4%

77

12

3.3%

stand_tackle

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

slide_tackle

0.97

Interception

0.94

marking

0.93

agression

0.77

short_pass

0.52

stamina

0.51

heading

0.51

GK_Reflexes

-0.50

GK_Kicking

-0.50

GK_Positioning

-0.50

GK_Handling

-0.49

GK_Diving

-0.49

long_pass

0.48

strength

0.40

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.95

tpositions1

0.95

position

0.67

position1

0.67

tposition1

0.67

Height

0.36

Weight

0.33

tnation

0.14

Nation

0.14

preferred_foot

0.06

tpreferred_foot

0.06

MOST FREQUENT VALUES

17

15

4.1%

79

14

3.8%

77

14

3.8%

15

13

3.5%

69

9

2.4%

74

9

2.4%

80

9

2.4%

73

9

2.4%

83

8

2.2%

12

8

2.2%

14

8

2.2%

23

8

2.2%

72

7

1.9%

75

7

1.9%

22

7

1.9%

SMALLEST VALUES

10

6

1.6%

11

7

1.9%

12

8

2.2%

13

4

1.1%

14

8

2.2%

15

13

3.5%

16

6

1.6%

17

15

4.1%

18

3

0.8%

20

7

1.9%

21

6

1.6%

22

7

1.9%

23

8

2.2%

24

2

0.5%

25

6

1.6%

LARGEST VALUES

90

3

0.8%

89

3

0.8%

88

1

0.3%

87

1

0.3%

86

1

0.3%

85

5

1.4%

84

6

1.6%

83

8

2.2%

82

4

1.1%

81

5

1.4%

80

9

2.4%

79

14

3.8%

78

5

1.4%

77

14

3.8%

76

4

1.1%

slide_tackle

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

stand_tackle

0.97

Interception

0.96

marking

0.93

agression

0.79

short_pass

0.56

stamina

0.55

GK_Reflexes

-0.52

GK_Kicking

-0.52

long_pass

0.52

heading

0.52

GK_Positioning

-0.52

GK_Handling

-0.52

GK_Diving

-0.51

ball_control

0.42

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.94

tpositions1

0.94

position

0.64

position1

0.64

tposition1

0.64

Height

0.36

Weight

0.33

tnation

0.18

Nation

0.17

preferred_foot

0.04

tpreferred_foot

0.04

MOST FREQUENT VALUES

75

15

4.1%

78

15

4.1%

76

14

3.8%

79

14

3.8%

73

12

3.3%

19

12

3.3%

80

12

3.3%

14

10

2.7%

46

9

2.4%

16

9

2.4%

83

9

2.4%

15

8

2.2%

84

8

2.2%

72

7

1.9%

74

7

1.9%

SMALLEST VALUES

9

1

0.3%

10

6

1.6%

11

6

1.6%

12

7

1.9%

13

4

1.1%

14

10

2.7%

15

8

2.2%

16

9

2.4%

17

4

1.1%

18

4

1.1%

19

12

3.3%

20

5

1.4%

21

3

0.8%

22

1

0.3%

23

6

1.6%

LARGEST VALUES

92

2

0.5%

91

1

0.3%

90

1

0.3%

89

1

0.3%

88

3

0.8%

87

5

1.4%

86

2

0.5%

85

3

0.8%

84

8

2.2%

83

9

2.4%

82

5

1.4%

81

7

1.9%

80

12

3.3%

79

14

3.8%

78

15

4.1%

agression

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Interception

0.79

slide_tackle

0.79

marking

0.78

stand_tackle

0.77

stamina

0.64

short_pass

0.63

heading

0.62

GK_Positioning

-0.60

GK_Reflexes

-0.60

GK_Diving

-0.59

GK_Kicking

-0.59

GK_Handling

-0.59

long_pass

0.58

strength

0.55

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.88

tpositions1

0.88

position

0.57

position1

0.57

tposition1

0.57

Height

0.39

Weight

0.34

tnation

0.30

Nation

0.29

preferred_foot

0.03

tpreferred_foot

0.03

MOST FREQUENT VALUES

80

13

3.5%

79

11

3.0%

59

11

3.0%

22

11

3.0%

82

10

2.7%

74

10

2.7%

72

10

2.7%

66

9

2.4%

50

8

2.2%

68

8

2.2%

62

8

2.2%

65

8

2.2%

26

8

2.2%

70

8

2.2%

71

8

2.2%

SMALLEST VALUES

15

1

0.3%

16

1

0.3%

17

3

0.8%

18

4

1.1%

19

3

0.8%

20

6

1.6%

22

11

3.0%

23

4

1.1%

24

4

1.1%

25

3

0.8%

26

8

2.2%

27

1

0.3%

28

7

1.9%

29

1

0.3%

31

3

0.8%

LARGEST VALUES

92

1

0.3%

91

2

0.5%

90

2

0.5%

89

2

0.5%

88

2

0.5%

87

2

0.5%

86

4

1.1%

84

6

1.6%

83

1

0.3%

82

10

2.7%

81

2

0.5%

80

13

3.5%

79

11

3.0%

78

7

1.9%

77

6

1.6%

reactions

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

composure

0.45

strength

0.39

penalities

0.38

heading

0.38

stamina

0.37

shot_power

0.35

age

0.34

short_pass

0.34

ball_control

0.33

fk_acc

0.33

long_shots

0.32

agression

0.31

jumping

0.30

long_pass

0.28

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

tnation

0.53

Nation

0.53

positions1

0.49

tpositions1

0.49

position

0.43

position1

0.43

tposition1

0.43

Weight

0.37

Height

0.33

preferred_foot

0.05

tpreferred_foot

0.05

MOST FREQUENT VALUES

77

27

7.3%

78

24

6.5%

73

22

6.0%

82

22

6.0%

76

22

6.0%

74

22

6.0%

70

21

5.7%

80

17

4.6%

79

17

4.6%

84

15

4.1%

75

14

3.8%

72

13

3.5%

71

13

3.5%

68

12

3.3%

69

12

3.3%

SMALLEST VALUES

38

1

0.3%

39

1

0.3%

45

1

0.3%

47

1

0.3%

51

1

0.3%

55

2

0.5%

56

2

0.5%

57

1

0.3%

60

7

1.9%

61

4

1.1%

62

5

1.4%

63

3

0.8%

64

4

1.1%

65

9

2.4%

66

4

1.1%

LARGEST VALUES

93

1

0.3%

92

1

0.3%

91

2

0.5%

90

1

0.3%

89

4

1.1%

88

2

0.5%

87

6

1.6%

86

9

2.4%

85

2

0.5%

84

15

4.1%

83

6

1.6%

82

22

6.0%

81

8

2.2%

80

17

4.6%

79

17

4.6%

att_position

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

finishing

0.92

driblling

0.92

long_shots

0.89

volleys

0.87

ball_control

0.83

penalities

0.83

curve

0.80

acceleration

0.77

sprint_speed

0.76

fk_acc

0.74

crossing

0.73

vision

0.72

short_pass

0.71

GK_Handling

-0.70

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.92

tpositions1

0.92

position

0.60

position1

0.60

tposition1

0.60

Weight

0.44

Height

0.39

tnation

0.16

Nation

0.16

preferred_foot

0.04

tpreferred_foot

0.04

MOST FREQUENT VALUES

75

17

4.6%

68

16

4.3%

80

16

4.3%

81

15

4.1%

78

13

3.5%

77

13

3.5%

76

11

3.0%

72

11

3.0%

74

11

3.0%

70

10

2.7%

88

8

2.2%

64

8

2.2%

13

7

1.9%

28

7

1.9%

73

7

1.9%

SMALLEST VALUES

4

2

0.5%

5

1

0.3%

6

3

0.8%

7

5

1.4%

8

3

0.8%

9

3

0.8%

10

5

1.4%

11

2

0.5%

12

2

0.5%

13

7

1.9%

14

3

0.8%

15

1

0.3%

16

3

0.8%

17

2

0.5%

18

5

1.4%

LARGEST VALUES

95

2

0.5%

90

4

1.1%

89

1

0.3%

88

8

2.2%

87

1

0.3%

86

6

1.6%

85

2

0.5%

84

6

1.6%

83

6

1.6%

82

5

1.4%

81

15

4.1%

80

16

4.3%

79

3

0.8%

78

13

3.5%

77

13

3.5%

Interception

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

slide_tackle

0.96

stand_tackle

0.94

marking

0.93

agression

0.79

short_pass

0.56

stamina

0.55

long_pass

0.52

GK_Kicking

-0.51

heading

0.51

GK_Reflexes

-0.51

GK_Positioning

-0.51

GK_Handling

-0.50

GK_Diving

-0.50

ball_control

0.42

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.93

tpositions1

0.93

position

0.63

position1

0.63

tposition1

0.63

Weight

0.36

Height

0.35

tnation

0.20

Nation

0.20

preferred_foot

0.05

tpreferred_foot

0.05

MOST FREQUENT VALUES

75

16

4.3%

74

12

3.3%

77

12

3.3%

79

11

3.0%

73

11

3.0%

70

10

2.7%

12

10

2.7%

80

10

2.7%

69

9

2.4%

82

9

2.4%

13

8

2.2%

18

8

2.2%

20

8

2.2%

76

7

1.9%

83

7

1.9%

SMALLEST VALUES

6

1

0.3%

7

1

0.3%

8

2

0.5%

10

2

0.5%

11

7

1.9%

12

10

2.7%

13

8

2.2%

14

6

1.6%

15

2

0.5%

16

6

1.6%

17

4

1.1%

18

8

2.2%

19

6

1.6%

20

8

2.2%

21

6

1.6%

LARGEST VALUES

90

2

0.5%

89

2

0.5%

88

3

0.8%

86

3

0.8%

85

3

0.8%

84

6

1.6%

83

7

1.9%

82

9

2.4%

81

5

1.4%

80

10

2.7%

79

11

3.0%

78

7

1.9%

77

12

3.3%

76

7

1.9%

75

16

4.3%

vision

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

att_position

0.72

long_shots

0.69

finishing

0.68

driblling

0.67

long_pass

0.64

volleys

0.64

curve

0.63

fk_acc

0.62

shot_power

0.59

penalities

0.58

ball_control

0.57

crossing

0.55

short_pass

0.53

composure

0.48

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.78

tpositions1

0.78

position

0.57

position1

0.57

tposition1

0.57

Weight

0.42

Height

0.37

tnation

0.19

Nation

0.19

preferred_foot

0.04

tpreferred_foot

0.04

MOST FREQUENT VALUES

78

16

4.3%

69

15

4.1%

68

14

3.8%

74

14

3.8%

76

11

3.0%

70

11

3.0%

77

10

2.7%

65

10

2.7%

50

9

2.4%

60

9

2.4%

64

9

2.4%

45

8

2.2%

61

8

2.2%

44

8

2.2%

75

8

2.2%

SMALLEST VALUES

13

2

0.5%

14

2

0.5%

16

1

0.3%

18

1

0.3%

21

2

0.5%

22

2

0.5%

23

2

0.5%

25

2

0.5%

26

2

0.5%

27

2

0.5%

28

2

0.5%

29

3

0.8%

30

4

1.1%

31

5

1.4%

32

6

1.6%

LARGEST VALUES

92

1

0.3%

91

2

0.5%

90

1

0.3%

89

3

0.8%

88

3

0.8%

87

1

0.3%

86

1

0.3%

85

7

1.9%

84

5

1.4%

83

7

1.9%

82

1

0.3%

81

6

1.6%

80

5

1.4%

79

7

1.9%

78

16

4.3%

composure

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

ball_control

0.73

stamina

0.72

driblling

0.71

sprint_speed

0.69

short_pass

0.68

curve

0.68

acceleration

0.67

penalities

0.67

heading

0.64

volleys

0.64

long_shots

0.63

att_position

0.63

GK_Kicking

-0.63

GK_Positioning

-0.63

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.72

tpositions1

0.72

position

0.47

position1

0.47

tposition1

0.47

Weight

0.33

tnation

0.33

Nation

0.33

Height

0.30

preferred_foot

0.02

tpreferred_foot

0.02

MOST FREQUENT VALUES

74

19

5.2%

70

19

5.2%

72

15

4.1%

65

14

3.8%

73

14

3.8%

75

13

3.5%

79

12

3.3%

67

12

3.3%

77

12

3.3%

68

11

3.0%

58

11

3.0%

62

11

3.0%

54

10

2.7%

81

9

2.4%

64

9

2.4%

SMALLEST VALUES

11

1

0.3%

15

1

0.3%

22

2

0.5%

23

2

0.5%

24

1

0.3%

25

2

0.5%

26

1

0.3%

30

1

0.3%

31

5

1.4%

32

1

0.3%

33

2

0.5%

34

2

0.5%

35

2

0.5%

40

1

0.3%

41

3

0.8%

LARGEST VALUES

95

2

0.5%

93

1

0.3%

92

2

0.5%

91

3

0.8%

89

2

0.5%

88

3

0.8%

87

3

0.8%

86

1

0.3%

85

6

1.6%

84

8

2.2%

83

7

1.9%

82

7

1.9%

81

9

2.4%

80

8

2.2%

79

12

3.3%

crossing

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

driblling

0.81

ball_control

0.80

short_pass

0.79

acceleration

0.76

sprint_speed

0.75

long_pass

0.74

att_position

0.73

stamina

0.73

GK_Reflexes

-0.73

GK_Handling

-0.73

GK_Diving

-0.72

curve

0.72

GK_Positioning

-0.72

GK_Kicking

-0.72

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.89

tpositions1

0.89

position

0.61

position1

0.61

tposition1

0.61

Weight

0.44

Height

0.41

tnation

0.18

Nation

0.18

preferred_foot

0.17

tpreferred_foot

0.17

MOST FREQUENT VALUES

74

16

4.3%

80

15

4.1%

68

13

3.5%

79

12

3.3%

78

12

3.3%

75

11

3.0%

73

11

3.0%

69

10

2.7%

71

10

2.7%

65

9

2.4%

42

8

2.2%

61

8

2.2%

81

8

2.2%

70

8

2.2%

72

8

2.2%

SMALLEST VALUES

8

1

0.3%

9

1

0.3%

10

2

0.5%

11

4

1.1%

12

6

1.6%

13

4

1.1%

14

4

1.1%

15

5

1.4%

16

4

1.1%

17

2

0.5%

18

6

1.6%

19

1

0.3%

20

1

0.3%

22

1

0.3%

23

1

0.3%

LARGEST VALUES

94

1

0.3%

93

2

0.5%

89

3

0.8%

88

2

0.5%

87

1

0.3%

86

2

0.5%

85

3

0.8%

84

5

1.4%

83

5

1.4%

82

4

1.1%

81

8

2.2%

80

15

4.1%

79

12

3.3%

78

12

3.3%

77

8

2.2%

short_pass

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

ball_control

0.92

long_pass

0.88

GK_Positioning

-0.85

GK_Reflexes

-0.85

GK_Diving

-0.85

GK_Handling

-0.85

GK_Kicking

-0.85

driblling

0.82

stamina

0.81

crossing

0.79

acceleration

0.73

sprint_speed

0.72

heading

0.71

long_shots

0.71

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.91

tpositions1

0.91

position

0.64

position1

0.64

tposition1

0.64

Weight

0.42

Height

0.40

tnation

0.19

Nation

0.19

preferred_foot

0.05

tpreferred_foot

0.05

MOST FREQUENT VALUES

76

22

6.0%

74

20

5.4%

68

18

4.9%

78

17

4.6%

79

17

4.6%

80

16

4.3%

69

16

4.3%

71

14

3.8%

75

14

3.8%

77

14

3.8%

72

12

3.3%

70

12

3.3%

81

12

3.3%

83

10

2.7%

23

10

2.7%

SMALLEST VALUES

11

1

0.3%

12

1

0.3%

16

1

0.3%

18

1

0.3%

19

1

0.3%

21

3

0.8%

22

1

0.3%

23

10

2.7%

24

6

1.6%

25

3

0.8%

26

2

0.5%

27

1

0.3%

28

5

1.4%

29

1

0.3%

30

2

0.5%

LARGEST VALUES

93

1

0.3%

92

1

0.3%

91

1

0.3%

90

1

0.3%

89

7

1.9%

88

7

1.9%

87

5

1.4%

86

2

0.5%

85

7

1.9%

84

5

1.4%

83

10

2.7%

82

10

2.7%

81

12

3.3%

80

16

4.3%

79

17

4.6%

long_pass

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

short_pass

0.88

ball_control

0.79

driblling

0.76

crossing

0.74

stamina

0.71

GK_Handling

-0.71

GK_Reflexes

-0.71

GK_Positioning

-0.71

GK_Kicking

-0.70

GK_Diving

-0.70

long_shots

0.66

curve

0.66

fk_acc

0.65

att_position

0.65

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.86

tpositions1

0.86

position

0.61

position1

0.61

tposition1

0.61

Weight

0.40

Height

0.36

tnation

0.25

Nation

0.25

preferred_foot

0.05

tpreferred_foot

0.05

MOST FREQUENT VALUES

63

16

4.3%

78

16

4.3%

75

15

4.1%

72

14

3.8%

73

13

3.5%

67

13

3.5%

79

12

3.3%

76

12

3.3%

77

12

3.3%

70

11

3.0%

69

11

3.0%

68

10

2.7%

55

10

2.7%

64

9

2.4%

66

8

2.2%

SMALLEST VALUES

16

2

0.5%

17

6

1.6%

18

5

1.4%

19

1

0.3%

20

3

0.8%

21

2

0.5%

22

4

1.1%

23

1

0.3%

24

6

1.6%

25

1

0.3%

26

4

1.1%

27

1

0.3%

28

1

0.3%

29

3

0.8%

30

3

0.8%

LARGEST VALUES

92

1

0.3%

91

1

0.3%

89

1

0.3%

88

1

0.3%

87

2

0.5%

86

1

0.3%

85

6

1.6%

84

5

1.4%

83

2

0.5%

82

7

1.9%

81

5

1.4%

80

8

2.2%

79

12

3.3%

78

16

4.3%

77

12

3.3%

acceleration

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

sprint_speed

0.96

driblling

0.84

ball_control

0.83

agility

0.82

att_position

0.77

GK_Positioning

-0.77

GK_Reflexes

-0.77

GK_Kicking

-0.77

GK_Diving

-0.77

GK_Handling

-0.76

stamina

0.76

crossing

0.76

short_pass

0.73

curve

0.71

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.88

tpositions1

0.88

position

0.53

position1

0.53

tposition1

0.53

Height

0.47

Weight

0.45

tnation

0.19

Nation

0.19

preferred_foot

0.08

tpreferred_foot

0.08

MOST FREQUENT VALUES

80

26

7.1%

68

16

4.3%

75

16

4.3%

76

15

4.1%

73

14

3.8%

79

14

3.8%

71

13

3.5%

70

12

3.3%

86

12

3.3%

77

11

3.0%

78

11

3.0%

84

10

2.7%

83

10

2.7%

85

10

2.7%

64

10

2.7%

SMALLEST VALUES

15

2

0.5%

18

3

0.8%

19

1

0.3%

22

2

0.5%

23

1

0.3%

25

3

0.8%

26

1

0.3%

27

1

0.3%

28

2

0.5%

29

2

0.5%

30

2

0.5%

31

3

0.8%

34

1

0.3%

37

3

0.8%

39

2

0.5%

LARGEST VALUES

95

2

0.5%

94

2

0.5%

93

1

0.3%

92

1

0.3%

91

5

1.4%

90

3

0.8%

89

2

0.5%

88

6

1.6%

87

7

1.9%

86

12

3.3%

85

10

2.7%

84

10

2.7%

83

10

2.7%

82

4

1.1%

81

7

1.9%

stamina

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

ball_control

0.83

GK_Diving

-0.82

GK_Positioning

-0.81

GK_Reflexes

-0.81

GK_Kicking

-0.81

GK_Handling

-0.81

short_pass

0.81

sprint_speed

0.78

acceleration

0.76

driblling

0.75

crossing

0.73

composure

0.72

heading

0.72

long_pass

0.71

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.89

tpositions1

0.89

position

0.55

position1

0.55

tposition1

0.55

Weight

0.38

Height

0.37

tnation

0.20

Nation

0.20

preferred_foot

0.04

tpreferred_foot

0.04

MOST FREQUENT VALUES

78

21

5.7%

74

19

5.2%

76

18

4.9%

70

17

4.6%

75

17

4.6%

73

17

4.6%

82

16

4.3%

72

13

3.5%

64

13

3.5%

81

11

3.0%

71

10

2.7%

69

10

2.7%

63

9

2.4%

80

9

2.4%

77

9

2.4%

SMALLEST VALUES

16

2

0.5%

17

2

0.5%

21

1

0.3%

22

1

0.3%

24

2

0.5%

25

1

0.3%

26

1

0.3%

28

2

0.5%

29

2

0.5%

30

3

0.8%

31

1

0.3%

32

2

0.5%

34

1

0.3%

35

1

0.3%

37

2

0.5%

LARGEST VALUES

94

2

0.5%

93

1

0.3%

92

2

0.5%

91

5

1.4%

90

2

0.5%

89

1

0.3%

88

5

1.4%

87

5

1.4%

86

5

1.4%

85

6

1.6%

84

8

2.2%

83

8

2.2%

82

16

4.3%

81

11

3.0%

80

9

2.4%

strength

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

heading

0.61

agression

0.55

stamina

0.47

composure

0.46

marking

0.46

jumping

0.44

slide_tackle

0.42

Interception

0.42

stand_tackle

0.40

reactions

0.39

GK_Diving

-0.36

short_pass

0.36

GK_Reflexes

-0.36

GK_Positioning

-0.35

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.71

tpositions1

0.71

position

0.48

position1

0.48

tposition1

0.48

Height

0.48

Weight

0.39

tnation

0.34

Nation

0.34

preferred_foot

0.09

tpreferred_foot

0.09

MOST FREQUENT VALUES

75

21

5.7%

76

16

4.3%

74

16

4.3%

70

13

3.5%

62

12

3.3%

72

12

3.3%

65

11

3.0%

79

11

3.0%

77

11

3.0%

61

10

2.7%

58

10

2.7%

78

10

2.7%

54

10

2.7%

71

9

2.4%

55

9

2.4%

SMALLEST VALUES

23

1

0.3%

26

1

0.3%

28

1

0.3%

29

2

0.5%

30

4

1.1%

31

2

0.5%

32

2

0.5%

33

1

0.3%

35

1

0.3%

36

3

0.8%

37

4

1.1%

39

2

0.5%

40

1

0.3%

42

4

1.1%

43

5

1.4%

LARGEST VALUES

94

3

0.8%

93

1

0.3%

92

1

0.3%

91

2

0.5%

89

1

0.3%

88

2

0.5%

87

4

1.1%

86

6

1.6%

85

8

2.2%

84

4

1.1%

83

5

1.4%

82

2

0.5%

81

1

0.3%

80

1

0.3%

79

11

3.0%

balance

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

acceleration

0.68

agility

0.67

sprint_speed

0.64

driblling

0.63

ball_control

0.62

crossing

0.59

att_position

0.58

GK_Positioning

-0.57

GK_Kicking

-0.57

GK_Handling

-0.57

GK_Reflexes

-0.56

GK_Diving

-0.56

short_pass

0.56

stamina

0.55

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.77

tpositions1

0.77

Height

0.65

Weight

0.56

position

0.46

position1

0.46

tposition1

0.46

tnation

0.22

Nation

0.22

preferred_foot

0.07

tpreferred_foot

0.07

MOST FREQUENT VALUES

70

22

6.0%

78

21

5.7%

80

17

4.6%

75

16

4.3%

82

15

4.1%

73

14

3.8%

81

14

3.8%

77

13

3.5%

72

13

3.5%

74

13

3.5%

68

13

3.5%

76

12

3.3%

79

12

3.3%

84

12

3.3%

87

9

2.4%

SMALLEST VALUES

32

1

0.3%

34

1

0.3%

40

1

0.3%

41

1

0.3%

42

2

0.5%

43

1

0.3%

44

7

1.9%

46

6

1.6%

47

1

0.3%

48

3

0.8%

50

4

1.1%

51

4

1.1%

52

2

0.5%

53

1

0.3%

54

5

1.4%

LARGEST VALUES

98

1

0.3%

95

2

0.5%

94

5

1.4%

93

3

0.8%

92

2

0.5%

91

2

0.5%

90

6

1.6%

89

5

1.4%

88

4

1.1%

87

9

2.4%

86

7

1.9%

85

9

2.4%

84

12

3.3%

83

8

2.2%

82

15

4.1%

sprint_speed

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

acceleration

0.96

ball_control

0.83

driblling

0.83

agility

0.79

GK_Positioning

-0.79

GK_Reflexes

-0.79

GK_Diving

-0.79

GK_Handling

-0.79

GK_Kicking

-0.79

stamina

0.78

att_position

0.76

crossing

0.75

short_pass

0.72

penalities

0.70

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.89

tpositions1

0.89

position

0.50

position1

0.50

tposition1

0.50

Height

0.44

Weight

0.44

tnation

0.17

Nation

0.17

preferred_foot

0.06

tpreferred_foot

0.06

MOST FREQUENT VALUES

68

19

5.2%

79

19

5.2%

75

18

4.9%

80

15

4.1%

73

15

4.1%

74

15

4.1%

77

15

4.1%

76

14

3.8%

78

14

3.8%

82

13

3.5%

70

12

3.3%

72

11

3.0%

83

11

3.0%

69

10

2.7%

65

9

2.4%

SMALLEST VALUES

16

1

0.3%

18

1

0.3%

19

1

0.3%

20

1

0.3%

21

1

0.3%

22

2

0.5%

23

2

0.5%

24

2

0.5%

26

1

0.3%

27

1

0.3%

28

3

0.8%

29

1

0.3%

30

1

0.3%

31

2

0.5%

32

1

0.3%

LARGEST VALUES

95

2

0.5%

94

1

0.3%

93

1

0.3%

92

3

0.8%

91

2

0.5%

90

6

1.6%

89

3

0.8%

88

3

0.8%

87

5

1.4%

86

6

1.6%

85

7

1.9%

84

8

2.2%

83

11

3.0%

82

13

3.5%

81

8

2.2%

agility

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

acceleration

0.82

sprint_speed

0.79

driblling

0.74

ball_control

0.71

att_position

0.70

crossing

0.69

curve

0.68

balance

0.67

penalities

0.63

stamina

0.63

long_shots

0.63

volleys

0.63

short_pass

0.62

finishing

0.62

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.78

tpositions1

0.78

position

0.53

position1

0.53

tposition1

0.53

Weight

0.47

Height

0.47

tnation

0.19

Nation

0.19

preferred_foot

0.08

tpreferred_foot

0.08

MOST FREQUENT VALUES

75

17

4.6%

70

16

4.3%

60

16

4.3%

73

15

4.1%

67

14

3.8%

72

13

3.5%

68

12

3.3%

76

11

3.0%

80

10

2.7%

58

10

2.7%

78

10

2.7%

64

10

2.7%

66

9

2.4%

69

9

2.4%

71

9

2.4%

SMALLEST VALUES

21

1

0.3%

22

1

0.3%

24

2

0.5%

25

1

0.3%

28

1

0.3%

29

1

0.3%

31

1

0.3%

32

1

0.3%

35

2

0.5%

36

3

0.8%

37

2

0.5%

38

2

0.5%

39

4

1.1%

40

2

0.5%

41

2

0.5%

LARGEST VALUES

93

2

0.5%

92

2

0.5%

90

3

0.8%

89

1

0.3%

88

6

1.6%

87

2

0.5%

86

8

2.2%

85

3

0.8%

84

4

1.1%

83

4

1.1%

82

6

1.6%

81

4

1.1%

80

10

2.7%

79

8

2.2%

78

10

2.7%

jumping

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

strength

0.44

heading

0.38

agression

0.36

composure

0.31

reactions

0.30

Interception

0.27

stamina

0.26

marking

0.26

slide_tackle

0.25

stand_tackle

0.24

sprint_speed

0.14

GK_Reflexes

-0.14

GK_Positioning

-0.13

age

0.13

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.60

tpositions1

0.60

Height

0.39

Weight

0.39

position

0.37

position1

0.37

tposition1

0.37

tnation

0.25

Nation

0.24

preferred_foot

0.12

tpreferred_foot

0.12

MOST FREQUENT VALUES

73

18

4.9%

68

18

4.9%

64

18

4.9%

58

17

4.6%

71

17

4.6%

69

17

4.6%

74

15

4.1%

72

15

4.1%

60

15

4.1%

62

14

3.8%

66

13

3.5%

61

13

3.5%

76

11

3.0%

65

11

3.0%

63

11

3.0%

SMALLEST VALUES

34

1

0.3%

42

1

0.3%

44

2

0.5%

45

1

0.3%

46

1

0.3%

47

5

1.4%

48

4

1.1%

49

2

0.5%

50

3

0.8%

51

1

0.3%

52

3

0.8%

53

6

1.6%

54

8

2.2%

55

7

1.9%

56

6

1.6%

LARGEST VALUES

94

1

0.3%

92

1

0.3%

90

1

0.3%

87

4

1.1%

86

4

1.1%

85

2

0.5%

84

4

1.1%

83

3

0.8%

82

2

0.5%

81

2

0.5%

80

6

1.6%

79

9

2.4%

78

7

1.9%

77

7

1.9%

76

11

3.0%

heading

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

GK_Reflexes

-0.79

GK_Kicking

-0.78

GK_Diving

-0.78

GK_Positioning

-0.78

GK_Handling

-0.78

ball_control

0.74

stamina

0.72

short_pass

0.71

composure

0.64

penalities

0.62

sprint_speed

0.62

agression

0.62

strength

0.61

driblling

0.61

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.91

tpositions1

0.91

position

0.62

position1

0.62

tposition1

0.62

Weight

0.33

Height

0.30

tnation

0.20

Nation

0.20

preferred_foot

0.04

tpreferred_foot

0.04

MOST FREQUENT VALUES

75

15

4.1%

71

13

3.5%

69

13

3.5%

68

13

3.5%

73

12

3.3%

76

11

3.0%

74

11

3.0%

72

11

3.0%

60

11

3.0%

67

10

2.7%

78

10

2.7%

64

10

2.7%

70

9

2.4%

14

9

2.4%

66

8

2.2%

SMALLEST VALUES

8

1

0.3%

9

1

0.3%

10

1

0.3%

11

4

1.1%

12

5

1.4%

13

5

1.4%

14

9

2.4%

15

4

1.1%

16

5

1.4%

17

2

0.5%

18

1

0.3%

19

1

0.3%

20

2

0.5%

21

1

0.3%

23

2

0.5%

LARGEST VALUES

94

1

0.3%

92

1

0.3%

91

3

0.8%

90

1

0.3%

89

2

0.5%

88

2

0.5%

87

1

0.3%

86

2

0.5%

85

3

0.8%

84

5

1.4%

83

5

1.4%

82

1

0.3%

81

5

1.4%

80

7

1.9%

79

8

2.2%

shot_power

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

long_shots

0.77

volleys

0.76

finishing

0.72

penalities

0.66

att_position

0.65

curve

0.59

vision

0.59

fk_acc

0.57

driblling

0.54

ball_control

0.43

composure

0.43

agility

0.37

reactions

0.35

long_pass

0.34

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.73

tpositions1

0.73

position

0.50

position1

0.50

tposition1

0.50

Height

0.29

tnation

0.29

Nation

0.28

Weight

0.28

preferred_foot

0.07

tpreferred_foot

0.07

MOST FREQUENT VALUES

70

19

5.2%

74

17

4.6%

78

15

4.1%

75

14

3.8%

69

13

3.5%

72

10

2.7%

71

10

2.7%

54

10

2.7%

73

10

2.7%

76

9

2.4%

64

9

2.4%

59

9

2.4%

56

9

2.4%

53

8

2.2%

68

8

2.2%

SMALLEST VALUES

21

1

0.3%

24

1

0.3%

27

1

0.3%

31

1

0.3%

34

2

0.5%

35

7

1.9%

36

2

0.5%

37

4

1.1%

38

1

0.3%

39

1

0.3%

40

6

1.6%

41

4

1.1%

42

2

0.5%

43

1

0.3%

44

3

0.8%

LARGEST VALUES

92

2

0.5%

91

1

0.3%

90

1

0.3%

89

3

0.8%

88

3

0.8%

87

3

0.8%

86

3

0.8%

85

3

0.8%

84

4

1.1%

83

5

1.4%

82

3

0.8%

81

8

2.2%

80

3

0.8%

79

8

2.2%

78

15

4.1%

finishing

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

att_position

0.92

long_shots

0.92

volleys

0.88

driblling

0.87

penalities

0.83

ball_control

0.77

curve

0.75

fk_acc

0.74

shot_power

0.72

acceleration

0.68

vision

0.68

sprint_speed

0.67

short_pass

0.65

GK_Handling

-0.64

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.92

tpositions1

0.92

position

0.61

position1

0.61

tposition1

0.61

Weight

0.41

Height

0.39

tnation

0.16

Nation

0.16

preferred_foot

0.00

tpreferred_foot

0.00

MOST FREQUENT VALUES

78

14

3.8%

82

13

3.5%

72

12

3.3%

74

11

3.0%

73

11

3.0%

77

10

2.7%

75

10

2.7%

79

9

2.4%

25

9

2.4%

69

8

2.2%

65

8

2.2%

80

8

2.2%

70

8

2.2%

68

8

2.2%

85

8

2.2%

SMALLEST VALUES

5

1

0.3%

6

1

0.3%

7

3

0.8%

8

7

1.9%

9

3

0.8%

10

4

1.1%

11

4

1.1%

12

3

0.8%

13

5

1.4%

14

4

1.1%

15

5

1.4%

16

1

0.3%

17

2

0.5%

18

5

1.4%

19

2

0.5%

LARGEST VALUES

95

1

0.3%

94

2

0.5%

93

1

0.3%

91

1

0.3%

90

3

0.8%

89

1

0.3%

88

1

0.3%

87

2

0.5%

86

5

1.4%

85

8

2.2%

84

4

1.1%

83

6

1.6%

82

13

3.5%

81

6

1.6%

80

8

2.2%

long_shots

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

finishing

0.92

att_position

0.89

volleys

0.87

driblling

0.87

penalities

0.85

ball_control

0.80

curve

0.80

fk_acc

0.79

shot_power

0.77

short_pass

0.71

vision

0.69

acceleration

0.68

sprint_speed

0.67

GK_Handling

-0.66

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.89

tpositions1

0.89

position

0.58

position1

0.58

tposition1

0.58

Weight

0.39

Height

0.37

tnation

0.16

Nation

0.16

preferred_foot

0.00

tpreferred_foot

0.00

MOST FREQUENT VALUES

75

15

4.1%

67

13

3.5%

68

13

3.5%

79

12

3.3%

70

12

3.3%

78

11

3.0%

71

11

3.0%

72

11

3.0%

65

10

2.7%

74

10

2.7%

77

10

2.7%

76

8

2.2%

73

8

2.2%

69

8

2.2%

60

8

2.2%

SMALLEST VALUES

5

1

0.3%

6

4

1.1%

7

3

0.8%

8

3

0.8%

9

7

1.9%

10

1

0.3%

12

4

1.1%

14

3

0.8%

15

3

0.8%

16

3

0.8%

17

6

1.6%

18

3

0.8%

19

3

0.8%

20

5

1.4%

21

1

0.3%

LARGEST VALUES

92

1

0.3%

91

1

0.3%

90

2

0.5%

89

2

0.5%

88

3

0.8%

87

4

1.1%

86

2

0.5%

85

2

0.5%

84

4

1.1%

83

2

0.5%

82

2

0.5%

81

2

0.5%

80

5

1.4%

79

12

3.3%

78

11

3.0%

curve

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

fk_acc

0.83

volleys

0.82

driblling

0.81

att_position

0.80

long_shots

0.80

penalities

0.79

finishing

0.75

ball_control

0.75

crossing

0.72

acceleration

0.71

sprint_speed

0.69

agility

0.68

composure

0.68

short_pass

0.67

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.81

tpositions1

0.81

position

0.54

position1

0.54

tposition1

0.54

Weight

0.40

Height

0.36

tnation

0.21

Nation

0.21

preferred_foot

0.08

tpreferred_foot

0.08

MOST FREQUENT VALUES

64

12

3.3%

70

11

3.0%

60

11

3.0%

74

10

2.7%

76

10

2.7%

78

10

2.7%

68

9

2.4%

69

8

2.2%

13

8

2.2%

14

8

2.2%

65

8

2.2%

59

8

2.2%

45

7

1.9%

31

7

1.9%

30

7

1.9%

SMALLEST VALUES

10

2

0.5%

11

6

1.6%

12

6

1.6%

13

8

2.2%

14

8

2.2%

15

6

1.6%

16

1

0.3%

17

2

0.5%

18

1

0.3%

19

3

0.8%

20

1

0.3%

21

2

0.5%

22

2

0.5%

23

2

0.5%

24

4

1.1%

LARGEST VALUES

93

2

0.5%

90

1

0.3%

88

1

0.3%

87

1

0.3%

86

2

0.5%

85

1

0.3%

84

3

0.8%

83

4

1.1%

82

3

0.8%

81

4

1.1%

80

5

1.4%

79

2

0.5%

78

10

2.7%

77

5

1.4%

76

10

2.7%

fk_acc

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

curve

0.83

penalities

0.83

long_shots

0.79

driblling

0.75

volleys

0.75

att_position

0.74

ball_control

0.74

finishing

0.74

short_pass

0.69

crossing

0.68

long_pass

0.65

GK_Handling

-0.64

GK_Kicking

-0.64

GK_Positioning

-0.63

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.80

tpositions1

0.80

position

0.55

position1

0.55

tposition1

0.55

Weight

0.40

Height

0.36

tnation

0.21

Nation

0.21

preferred_foot

0.08

tpreferred_foot

0.08

MOST FREQUENT VALUES

78

11

3.0%

58

11

3.0%

55

10

2.7%

60

10

2.7%

45

10

2.7%

44

9

2.4%

48

9

2.4%

35

9

2.4%

65

9

2.4%

52

9

2.4%

40

8

2.2%

63

8

2.2%

50

8

2.2%

12

8

2.2%

57

7

1.9%

SMALLEST VALUES

10

4

1.1%

11

2

0.5%

12

8

2.2%

13

6

1.6%

14

5

1.4%

15

7

1.9%

16

2

0.5%

17

3

0.8%

18

1

0.3%

21

2

0.5%

22

2

0.5%

23

3

0.8%

24

1

0.3%

25

2

0.5%

26

4

1.1%

LARGEST VALUES

94

1

0.3%

88

2

0.5%

87

1

0.3%

86

2

0.5%

85

1

0.3%

84

1

0.3%

82

2

0.5%

81

1

0.3%

80

3

0.8%

79

3

0.8%

78

11

3.0%

77

3

0.8%

76

3

0.8%

75

4

1.1%

74

7

1.9%

penalities

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

long_shots

0.85

volleys

0.85

fk_acc

0.83

finishing

0.83

att_position

0.83

driblling

0.80

ball_control

0.79

curve

0.79

acceleration

0.70

sprint_speed

0.70

short_pass

0.69

stamina

0.69

GK_Handling

-0.68

GK_Kicking

-0.67

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.86

tpositions1

0.86

position

0.56

position1

0.56

tposition1

0.56

Weight

0.36

Height

0.33

tnation

0.23

Nation

0.23

preferred_foot

0.00

tpreferred_foot

0.00

MOST FREQUENT VALUES

59

13

3.5%

66

11

3.0%

70

11

3.0%

55

11

3.0%

72

11

3.0%

64

11

3.0%

48

10

2.7%

76

10

2.7%

54

10

2.7%

71

10

2.7%

73

9

2.4%

65

9

2.4%

50

9

2.4%

75

9

2.4%

67

8

2.2%

SMALLEST VALUES

10

2

0.5%

11

1

0.3%

12

2

0.5%

13

1

0.3%

14

3

0.8%

15

3

0.8%

16

1

0.3%

17

6

1.6%

18

3

0.8%

19

1

0.3%

20

1

0.3%

21

1

0.3%

22

2

0.5%

23

1

0.3%

24

1

0.3%

LARGEST VALUES

93

1

0.3%

91

1

0.3%

89

1

0.3%

88

2

0.5%

87

2

0.5%

86

3

0.8%

85

4

1.1%

83

1

0.3%

82

3

0.8%

81

1

0.3%

80

3

0.8%

79

6

1.6%

78

7

1.9%

77

5

1.4%

76

10

2.7%

volleys

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

finishing

0.88

long_shots

0.87

att_position

0.87

penalities

0.85

curve

0.82

driblling

0.82

shot_power

0.76

fk_acc

0.75

ball_control

0.72

acceleration

0.68

sprint_speed

0.66

composure

0.64

vision

0.64

agility

0.63

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.89

tpositions1

0.89

position

0.58

position1

0.58

tposition1

0.58

Weight

0.37

Height

0.33

tnation

0.21

Nation

0.21

preferred_foot

0.02

tpreferred_foot

0.02

MOST FREQUENT VALUES

18

15

4.1%

75

11

3.0%

68

11

3.0%

66

10

2.7%

64

9

2.4%

70

9

2.4%

20

8

2.2%

6

8

2.2%

69

8

2.2%

67

8

2.2%

28

7

1.9%

62

7

1.9%

48

7

1.9%

44

7

1.9%

74

7

1.9%

SMALLEST VALUES

5

1

0.3%

6

8

2.2%

7

4

1.1%

8

3

0.8%

9

2

0.5%

10

1

0.3%

11

3

0.8%

12

5

1.4%

13

1

0.3%

14

4

1.1%

15

3

0.8%

16

3

0.8%

17

2

0.5%

18

15

4.1%

19

2

0.5%

LARGEST VALUES

90

1

0.3%

89

1

0.3%

88

2

0.5%

87

1

0.3%

86

1

0.3%

85

2

0.5%

83

1

0.3%

82

3

0.8%

81

3

0.8%

80

3

0.8%

79

3

0.8%

78

4

1.1%

77

3

0.8%

76

3

0.8%

75

11

3.0%

GK_Positioning

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

GK_Diving

0.98

GK_Reflexes

0.98

GK_Kicking

0.98

GK_Handling

0.98

ball_control

-0.89

short_pass

-0.85

stamina

-0.81

driblling

-0.80

sprint_speed

-0.79

heading

-0.78

acceleration

-0.77

crossing

-0.72

long_pass

-0.71

att_position

-0.70

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.99

tpositions1

0.99

position

0.63

position1

0.63

tposition1

0.63

Height

0.47

Weight

0.45

tnation

0.08

Nation

0.08

preferred_foot

0.07

tpreferred_foot

0.07

MOST FREQUENT VALUES

14

42

11.4%

9

34

9.2%

12

34

9.2%

13

34

9.2%

8

31

8.4%

15

28

7.6%

7

28

7.6%

10

22

6.0%

11

22

6.0%

16

17

4.6%

6

11

3.0%

17

10

2.7%

5

10

2.7%

73

6

1.6%

75

6

1.6%

SMALLEST VALUES

5

10

2.7%

6

11

3.0%

7

28

7.6%

8

31

8.4%

9

34

9.2%

10

22

6.0%

11

22

6.0%

12

34

9.2%

13

34

9.2%

14

42

11.4%

15

28

7.6%

16

17

4.6%

17

10

2.7%

62

1

0.3%

66

1

0.3%

LARGEST VALUES

89

1

0.3%

87

1

0.3%

85

1

0.3%

84

1

0.3%

83

1

0.3%

81

1

0.3%

80

2

0.5%

79

3

0.8%

78

3

0.8%

77

3

0.8%

76

1

0.3%

75

6

1.6%

74

3

0.8%

73

6

1.6%

72

2

0.5%

GK_Diving

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

GK_Reflexes

0.98

GK_Positioning

0.98

GK_Handling

0.98

GK_Kicking

0.98

ball_control

-0.89

short_pass

-0.85

stamina

-0.82

driblling

-0.80

sprint_speed

-0.79

heading

-0.78

acceleration

-0.77

crossing

-0.72

long_pass

-0.70

att_position

-0.70

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.99

tpositions1

0.99

position

0.64

position1

0.64

tposition1

0.64

Height

0.47

Weight

0.46

preferred_foot

0.07

tpreferred_foot

0.07

tnation

0.07

Nation

0.07

MOST FREQUENT VALUES

13

44

12.0%

15

33

9.0%

14

32

8.7%

12

32

8.7%

11

31

8.4%

8

30

8.2%

10

28

7.6%

9

27

7.3%

7

25

6.8%

16

17

4.6%

6

11

3.0%

17

9

2.4%

80

5

1.4%

82

4

1.1%

68

4

1.1%

SMALLEST VALUES

5

4

1.1%

6

11

3.0%

7

25

6.8%

8

30

8.2%

9

27

7.3%

10

28

7.6%

11

31

8.4%

12

32

8.7%

13

44

12.0%

14

32

8.7%

15

33

9.0%

16

17

4.6%

17

9

2.4%

67

1

0.3%

68

4

1.1%

LARGEST VALUES

88

1

0.3%

87

2

0.5%

86

1

0.3%

85

1

0.3%

83

2

0.5%

82

4

1.1%

81

1

0.3%

80

5

1.4%

79

2

0.5%

78

2

0.5%

77

2

0.5%

76

3

0.8%

75

1

0.3%

74

2

0.5%

73

1

0.3%

GK_Handling

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

GK_Kicking

0.98

GK_Reflexes

0.98

GK_Diving

0.98

GK_Positioning

0.98

ball_control

-0.89

short_pass

-0.85

stamina

-0.81

driblling

-0.80

sprint_speed

-0.79

heading

-0.78

acceleration

-0.76

crossing

-0.73

long_pass

-0.71

att_position

-0.70

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.99

tpositions1

0.99

position

0.62

position1

0.62

tposition1

0.62

Height

0.46

Weight

0.46

tnation

0.07

Nation

0.06

preferred_foot

0.05

tpreferred_foot

0.05

MOST FREQUENT VALUES

11

36

9.8%

13

35

9.5%

8

34

9.2%

10

32

8.7%

14

30

8.2%

16

28

7.6%

15

28

7.6%

9

24

6.5%

7

22

6.0%

12

21

5.7%

6

16

4.3%

17

14

3.8%

66

4

1.1%

76

4

1.1%

74

4

1.1%

SMALLEST VALUES

5

3

0.8%

6

16

4.3%

7

22

6.0%

8

34

9.2%

9

24

6.5%

10

32

8.7%

11

36

9.8%

12

21

5.7%

13

35

9.5%

14

30

8.2%

15

28

7.6%

16

28

7.6%

17

14

3.8%

60

1

0.3%

65

2

0.5%

LARGEST VALUES

90

1

0.3%

89

1

0.3%

85

1

0.3%

82

1

0.3%

81

2

0.5%

80

4

1.1%

79

1

0.3%

78

3

0.8%

77

3

0.8%

76

4

1.1%

75

2

0.5%

74

4

1.1%

73

3

0.8%

72

3

0.8%

71

2

0.5%

GK_Kicking

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

GK_Reflexes

0.98

GK_Handling

0.98

GK_Positioning

0.98

GK_Diving

0.98

ball_control

-0.89

short_pass

-0.85

stamina

-0.81

driblling

-0.79

sprint_speed

-0.79

heading

-0.78

acceleration

-0.77

crossing

-0.72

long_pass

-0.70

att_position

-0.70

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.99

tpositions1

0.99

position

0.62

position1

0.62

tposition1

0.62

Weight

0.45

Height

0.45

tnation

0.07

Nation

0.06

preferred_foot

0.04

tpreferred_foot

0.04

MOST FREQUENT VALUES

12

37

10.1%

13

34

9.2%

15

32

8.7%

14

30

8.2%

16

29

7.9%

8

28

7.6%

7

27

7.3%

10

27

7.3%

9

26

7.1%

11

23

6.2%

17

12

3.3%

6

9

2.4%

5

9

2.4%

78

5

1.4%

76

5

1.4%

SMALLEST VALUES

5

9

2.4%

6

9

2.4%

7

27

7.3%

8

28

7.6%

9

26

7.1%

10

27

7.3%

11

23

6.2%

12

37

10.1%

13

34

9.2%

14

30

8.2%

15

32

8.7%

16

29

7.9%

17

12

3.3%

62

1

0.3%

64

2

0.5%

LARGEST VALUES

92

1

0.3%

85

1

0.3%

82

1

0.3%

81

2

0.5%

80

1

0.3%

79

2

0.5%

78

5

1.4%

76

5

1.4%

75

3

0.8%

74

3

0.8%

73

2

0.5%

72

4

1.1%

71

2

0.5%

70

2

0.5%

69

4

1.1%

GK_Reflexes

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

GK_Diving

0.98

GK_Positioning

0.98

GK_Kicking

0.98

GK_Handling

0.98

ball_control

-0.89

short_pass

-0.85

stamina

-0.81

driblling

-0.80

sprint_speed

-0.79

heading

-0.79

acceleration

-0.77

crossing

-0.73

long_pass

-0.71

att_position

-0.70

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.99

tpositions1

0.99

position

0.64

position1

0.64

tposition1

0.64

Height

0.46

Weight

0.46

tnation

0.07

Nation

0.07

preferred_foot

0.06

tpreferred_foot

0.06

MOST FREQUENT VALUES

13

36

9.8%

8

35

9.5%

11

35

9.5%

14

34

9.2%

9

31

8.4%

12

27

7.3%

10

26

7.1%

16

25

6.8%

7

20

5.4%

15

20

5.4%

17

15

4.1%

6

13

3.5%

76

6

1.6%

5

6

1.6%

79

5

1.4%

SMALLEST VALUES

5

6

1.6%

6

13

3.5%

7

20

5.4%

8

35

9.5%

9

31

8.4%

10

26

7.1%

11

35

9.5%

12

27

7.3%

13

36

9.8%

14

34

9.2%

15

20

5.4%

16

25

6.8%

17

15

4.1%

69

2

0.5%

70

1

0.3%

LARGEST VALUES

90

1

0.3%

89

2

0.5%

86

3

0.8%

83

2

0.5%

82

3

0.8%

81

4

1.1%

80

2

0.5%

79

5

1.4%

78

3

0.8%

77

3

0.8%

76

6

1.6%

74

1

0.3%

73

3

0.8%

72

2

0.5%

71

2

0.5%

sid

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

age

-0.09

penalities

-0.09

reactions

-0.08

att_position

-0.07

agression

-0.07

sprint_speed

-0.07

balance

0.07

stamina

-0.07

composure

-0.06

curve

-0.05

crossing

-0.05

Interception

-0.04

strength

-0.04

GK_Diving

0.04

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

positions1

0.49

tpositions1

0.49

Weight

0.30

tnation

0.28

Nation

0.27

Height

0.24

position

0.21

position1

0.21

tposition1

0.21

preferred_foot

0.07

tpreferred_foot

0.07

MOST FREQUENT VALUES

1

0.3%

243

1

0.3%

252

1

0.3%

251

1

0.3%

250

1

0.3%

249

1

0.3%

248

1

0.3%

247

1

0.3%

246

1

0.3%

245

1

0.3%

244

1

0.3%

242

1

0.3%

2

1

0.3%

241

1

0.3%

240

1

0.3%

SMALLEST VALUES

1

0.3%

2

1

0.3%

3

1

0.3%

4

1

0.3%

5

1

0.3%

6

1

0.3%

7

1

0.3%

8

1

0.3%

9

1

0.3%

10

1

0.3%

11

1

0.3%

12

1

0.3%

13

1

0.3%

14

1

0.3%

15

1

0.3%

LARGEST VALUES

368

1

0.3%

367

1

0.3%

366

1

0.3%

365

1

0.3%

364

1

0.3%

363

1

0.3%

362

1

0.3%

361

1

0.3%

360

1

0.3%

359

1

0.3%

358

1

0.3%

357

1

0.3%

356

1

0.3%

355

1

0.3%

354

1

0.3%

url

MISSING:

---

108

29%

-

1

2

<1%

-

File:Tierna Davidson & Nikita Parris 2019 SheBelieves Cup.jpg

2

<1%

-

File:Emily Sonnett & Stina Blackstenius.jpg

2

<1%

-

File:Tobin Heath (49386860073).jpg

2

<1%

-

File:Emily Gielnik 20190915.jpg

2

<1%

-

File:Christie Murray and Lizzie Arnot.jpg

2

<1%

-

File:Crystal Dunn, Yao Wei and Lin Yuping.jpg

1

<1%

-

File:Maegan Kelly.jpg

1

<1%

-

File:Han Peng.JPG

1

<1%

-

File:Christen Press.jpg

1

<1%

-

File:CeciliaSantiago (40633868222) (cropped).jpg

1

<1%

-

File:ToniDuggan.jpg

1

<1%

-

File:Danique Kerkdijk in Nov. 2018 (cropped).jpg

1

<1%

-

File:Chloe Kelly Arsenal Ladies Vs Watford (19781588720).jpg

1

<1%

-

File:Lena Oberdorf 20190525.jpg

1

<1%

-

File:Alexandra Popp 2011.jpg

1

<1%

-

File:Sandra PaÃ±os 20190421.jpg

1

<1%

-

File:Heidi-Ruud-Ellingsen.jpg

1

<1%

-

File:Rebekah Stott 071517.jpg

1

<1%

-

File:Wendie Renard in 2011.JPG

1

<1%

-

File:Jessica McDonald (20432381884) (cropped).jpg

1

<1%

-

File:VirginiaTorrecilla.png

1

<1%

-

File:Tameka Yallop (2019 Women's World Cup).jpg

1

<1%

-

File:Rose Lavelle (47953612228).jpg

1

<1%

-

File:Kadidiatou Diani (2).jpg

1

<1%

-

File:Melanie Leupolz 2013 2.jpg

1

<1%

-

File:Abby Dahlkemper on Nov. 7, 2019.jpg

1

<1%

-

File:Jordan Nobbs.jpg

1

<1%

-

File:Griedge Mbock Bathy Nka.jpg

1

<1%

-

File:BHA Women 0 Man Utd Women 2 WFAC 4th rd 03 02 2019-387 (46934118902) (cropped).jpg

1

<1%

-

File:Nathalie BjÃ¶rn 20181101.jpg

1

<1%

-

File:Katrina Gorry P2080904.jpg

1

<1%

-

File:Lana Clelland.jpg

1

<1%

-

File:Sophie Schmidt 2017.jpg

1

<1%

-

File:Elise Kellond-Knight.jpg

1

<1%

-

File:Victoria Pelova and a fan.jpg

1

<1%

-

File:05 Fischer Nilla 130406 Sve-Isl 2-0 173612 0341.jpg

1

<1%

-

File:Stephany Mayor.jpg

1

<1%

-

File:Nichelle Prince.jpg

1

<1%

-

File:Irene Paredes.JPG

1

<1%

-

File:Song Duan inkstone.JPG

1

<1%

-

File:Lina Magull BL FCB gg. SC Freiburg Muenchen-4.jpg

1

<1%

-

File:Aya Sameshima in 2011.JPG

1

<1%

-

File:Aitana BonmatÃ 20190421.jpg

1

<1%

-

File:Teigan Allen.jpg

1

<1%

-

File:Shannon Lynn (17618776463).jpg

1

<1%

-

File:Wang Shuang - Rio 2016.jpg

1

<1%

-

File:Adrianna Franch 2016-09-04 (29176813590) (cropped).jpg

1

<1%

-

File:Ashlyn Harris 2012 1.jpg

1

<1%

-

File:Jane Ross.jpg|Jane_Ross

1

<1%

-

File:Lina Hurtig (cropped).jpg

1

<1%

-

File:Zecira Musovic.jpg

1

<1%

-

File:Katie Bowen 2014 (cropped).jpg

1

<1%

-

File:Grace Geyoro bei PK 2017.JPG

1

<1%

-

File:Casey Short on Nov. 7, 2019.jpg

1

<1%

-

File:Becky Sauerbrunn Warmup.jpg

1

<1%

-

File:Wu Haiyan in 2018.jpg

1

<1%

-

File:Anouk-dekker-1376520048.jpg|Anouk-dekker-1376520048

1

<1%

-

File:Marina Hegering.jpg

1

<1%

-

File:PatriGuijarro2018.jpg

195

53%

-

(Other)